{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制沿坐标轴横向或纵向延伸的矩形，用于突出特定的区域\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(7, 3))\n",
    "\n",
    "np.random.seed(19680801)\n",
    "s = 2.9 * np.convolve(np.random.randn(500), np.ones(30) / 30, mode='valid')\n",
    "ax1.plot(s)\n",
    "ax1.axhspan(-1, 1, alpha=0.1)\n",
    "ax1.set(ylim=(-1.5, 1.5), title=\"横向延伸\")\n",
    "\n",
    "\n",
    "mu = 8\n",
    "sigma = 2\n",
    "x = np.linspace(0, 16, 401)\n",
    "y = np.exp(-((x-mu)**2)/(2*sigma**2))\n",
    "ax2.axvspan(mu-2*sigma, mu-sigma, color='0.95')\n",
    "ax2.axvspan(mu-sigma, mu+sigma, color='0.9')\n",
    "ax2.axvspan(mu+sigma, mu+2*sigma, color='0.95')\n",
    "ax2.axvline(mu, color='darkgrey', linestyle='--')\n",
    "ax2.plot(x, y)\n",
    "ax2.set(title=\"纵向延伸\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot circle of radius 3.\n",
    "# 设置相同尺度的横纵坐标\n",
    "# 下面的例子说明画出来的圆有时是不圆的，需要加equal修饰\n",
    "\n",
    "an = np.linspace(0, 2 * np.pi, 100)\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "axs[0, 0].plot(3 * np.cos(an), 3 * np.sin(an))\n",
    "axs[0, 0].set_title('not equal, looks like ellipse', fontsize=10)\n",
    "\n",
    "axs[0, 1].plot(3 * np.cos(an), 3 * np.sin(an))\n",
    "axs[0, 1].axis('equal')\n",
    "axs[0, 1].set_title('equal, looks like circle', fontsize=10)\n",
    "\n",
    "axs[1, 0].plot(3 * np.cos(an), 3 * np.sin(an))\n",
    "axs[1, 0].axis('equal')\n",
    "axs[1, 0].set(xlim=(-3, 3), ylim=(-3, 3))\n",
    "axs[1, 0].set_title('still a circle, even after changing limits', fontsize=10)\n",
    "\n",
    "axs[1, 1].plot(3 * np.cos(an), 3 * np.sin(an))\n",
    "axs[1, 1].set_aspect('equal', 'box')\n",
    "axs[1, 1].set_title('still a circle, auto-adjusted data limits', fontsize=10)\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制断层坐标轴\n",
    "\"\"\"\n",
    "原理比较有趣，其实是绘制了包括两段值域的上下两张子图，然后分别把上子图的\n",
    "底边和下子图的顶边去掉，在两张图间隔的地方绘制断层线\n",
    "\"\"\"\n",
    "np.random.seed(19680801)\n",
    "\n",
    "pts = np.random.rand(30)*.2\n",
    "# Now let's make two outlier points which are far away from everything.\n",
    "pts[[3, 14]] += .8\n",
    "\n",
    "# If we were to simply plot pts, we'd lose most of the interesting\n",
    "# details due to the outliers. So let's 'break' or 'cut-out' the y-axis\n",
    "# into two portions - use the top (ax1) for the outliers, and the bottom\n",
    "# (ax2) for the details of the majority of our data\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n",
    "fig.subplots_adjust(hspace=0.05)  # adjust space between Axes\n",
    "\n",
    "# plot the same data on both Axes\n",
    "ax1.plot(pts)\n",
    "ax2.plot(pts)\n",
    "\n",
    "# zoom-in / limit the view to different portions of the data\n",
    "ax1.set_ylim(.78, 1.)  # outliers only\n",
    "ax2.set_ylim(0, .22)  # most of the data\n",
    "\n",
    "# hide the spines between ax and ax2\n",
    "ax1.spines.bottom.set_visible(False)\n",
    "ax2.spines.top.set_visible(False)\n",
    "ax1.xaxis.tick_top()\n",
    "ax1.tick_params(labeltop=False)  # don't put tick labels at the top\n",
    "ax2.xaxis.tick_bottom()\n",
    "\n",
    "# Now, let's turn towards the cut-out slanted lines.\n",
    "# We create line objects in axes coordinates, in which (0,0), (0,1),\n",
    "# (1,0), and (1,1) are the four corners of the Axes.\n",
    "# The slanted lines themselves are markers at those locations, such that the\n",
    "# lines keep their angle and position, independent of the Axes size or scale\n",
    "# Finally, we need to disable clipping.\n",
    "\n",
    "d = .5  # proportion of vertical to horizontal extent of the slanted line\n",
    "kwargs = dict(marker=[(-1, -d), (1, d)], markersize=12,\n",
    "              linestyle=\"none\", color='k', mec='k', mew=1, clip_on=False)\n",
    "# 加上transform，则0就表示图的底部和最左边，1就表示图的顶部和最右边\n",
    "ax1.plot([0, 1], [0, 0], transform=ax1.transAxes, **kwargs)\n",
    "ax2.plot([0, 1], [1, 1], transform=ax2.transAxes, **kwargs)\n",
    "fig.suptitle(\"断层坐标轴\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 通过声明layout='constrained'使得相邻子图的坐标轴标注和坐标轴不会重叠\n",
    "def example_plot(ax):\n",
    "    ax.plot([1, 2])\n",
    "    ax.set_xlabel('x-label', fontsize=12)\n",
    "    ax.set_ylabel('y-label', fontsize=12)\n",
    "    ax.set_title('Title', fontsize=14)\n",
    "\n",
    "fig, axs = plt.subplots(nrows=2, ncols=2, layout='constrained')\n",
    "\n",
    "for ax in axs.flat:\n",
    "    example_plot(ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(layout='constrained')\n",
    "x = np.arange(0, 360, 1)\n",
    "y = np.sin(2 * x * np.pi / 180)\n",
    "ax.plot(x, y)\n",
    "ax.set_xlabel('angle [degrees]')\n",
    "ax.set_ylabel('signal')\n",
    "ax.set_title('添加辅助坐标轴')\n",
    "\n",
    "\n",
    "def deg2rad(x):\n",
    "    return x * np.pi / 180\n",
    "\n",
    "\n",
    "def rad2deg(x):\n",
    "    return x * 180 / np.pi\n",
    "\n",
    "# 需要传入正向转换和逆向转换的函数\n",
    "secax = ax.secondary_xaxis('top', functions=(deg2rad, rad2deg))\n",
    "secax.set_xlabel('angle [rad]')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建极坐标系\n",
    "x = np.linspace(0, 2 * np.pi, 400)\n",
    "y = np.sin(x ** 2)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, subplot_kw=dict(projection='polar'))\n",
    "ax1.plot(x, y)\n",
    "ax2.plot(x, y ** 2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = np.arange(0, 2, 0.01)\n",
    "theta = 2 * np.pi * r\n",
    "\n",
    "fig, ax = plt.subplots(subplot_kw={'projection': 'polar'})\n",
    "ax.plot(theta, r)\n",
    "ax.set_rmax(2)\n",
    "ax.set_rticks([0.5, 1, 1.5, 2])  # Less radial ticks\n",
    "ax.set_rlabel_position(-22.5)  # Move radial labels away from plotted line\n",
    "ax.grid(True)\n",
    "\n",
    "ax.set_title(\"A line plot on a polar axis\", va='bottom')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "theta = np.arange(0, 2 * np.pi, np.pi / 4)\n",
    "r = theta / np.pi / 2 + 0.5\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "ax = fig.add_subplot(projection='polar')\n",
    "# xerr在极坐标下是角度误差,yerr在极坐标下是径向误差\n",
    "ax.errorbar(theta, r, xerr=0.25, yerr=0.1, capsize=7, fmt=\"o\", c=\"seagreen\")\n",
    "ax.set_title(\"极坐标绘制误差条\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '用极坐标绘制雷达图')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def RadarPlot(labels, data, ax, max_val, interval, min_val=0, lc='b', tc='k', fontsize=12, distance=0.5):\n",
    "    \"\"\"\n",
    "    labels: 雷达图的评价指标\n",
    "    data: 指标得分\n",
    "    ax: 需要绘制雷达图的画轴\n",
    "    max_val: 雷达图指标的最大取值\n",
    "    interval: 雷达图径向的间隔\n",
    "    min_val: 雷达图指标的最小取值，默认为0\n",
    "    lc: 雷达图线条颜色，默认为蓝色\n",
    "    tc: 标签字体颜色，默认为黑色\n",
    "    distance: 标签距离雷达图端点的距离，默认为0.5\n",
    "    \"\"\"\n",
    "    angles = np.linspace(0, 2 * np.pi, len(labels), endpoint=False)\n",
    "    angles = np.append(angles, angles[0])\n",
    "    data = np.append(data, data[0])\n",
    "    ax.plot(angles, data, color=lc)\n",
    "    ax.set_yticklabels(())\n",
    "    ax.spines['polar'].set_visible(False)\n",
    "    ax.grid(False)\n",
    "    for j in np.arange(min_val, max_val + interval, interval):\n",
    "        ax.plot(angles, (len(labels)+1)*[j], '-.', lw=0.5, color='black')\n",
    "\n",
    "    ax.fill(angles, data, alpha=0.25)\n",
    "    angles = angles[:-1]\n",
    "    for j in range(len(labels)):\n",
    "        ax.plot([angles[j], angles[j]], [min_val, max_val], '-.', lw=0.5, color='black')\n",
    "\n",
    "    ax.set_thetagrids(angles*180/np.pi, ability_labels)\n",
    "    for a, b in zip(angles, scores):\n",
    "        ax.text(a, b+distance, '%.1f' % b, ha='center', va='center', fontsize=fontsize, color=tc)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(subplot_kw=dict(polar=True))\n",
    "ability_labels = [\"safety\", \"long pot\", \"mindset\", \"cue power\", \n",
    "                  \"control of the cue ball\", \"snooker escape\"]\n",
    "scores = [8, 8.5, 9, 8.5, 10, 8]\n",
    "angles = np.linspace(0, 2 * np.pi, len(ability_labels), endpoint=False)\n",
    "RadarPlot(ability_labels, scores, ax, 10, 2, distance=0.7)\n",
    "ax.set_title(\"用极坐标绘制雷达图\")\n",
    "# angles = np.append(angles, angles[0])\n",
    "# scores = np.append(scores, scores[0])\n",
    "# ax.plot(angles, scores, label='Dataset 1')\n",
    "# ax.set_yticklabels(())\n",
    "# ax.spines['polar'].set_visible(False)\n",
    "# ax.grid(False)\n",
    "# for j in np.arange(0, 10+2, 2):\n",
    "#     ax.plot(angles, 7*[j], '-.', lw=0.5, color='black')\n",
    "\n",
    "# ax.fill(angles, scores, alpha=0.25)\n",
    "# angles = angles[:-1]\n",
    "# for j in range(6):\n",
    "#     ax.plot([angles[j], angles[j]], [0, 10], '-.', lw=0.5, color='black')\n",
    "\n",
    "# ax.set_thetagrids(angles*180/np.pi, ability_labels)\n",
    "# for a, b in zip(angles, scores):\n",
    "#     ax.text(a, b+0.5, '%.1f' % b, ha='center', va='center', fontsize=12, color='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    " \n",
    " \n",
    "results = [{\"大学英语\": 87, \"高等数学\": 79, \"体育\": 95, \"计算机基础\": 92, \"程序设计\": 85},\n",
    "           {\"大学英语\": 80, \"高等数学\": 90, \"体育\": 91, \"计算机基础\": 85, \"程序设计\": 88}]\n",
    "data_length = len(results[0])\n",
    "angles = np.linspace(0, 2*np.pi, data_length, endpoint=False)\n",
    "labels = [key for key in results[0].keys()]\n",
    "score = [[v for v in result.values()] for result in results]\n",
    "score_a = np.concatenate((score[0], [score[0][0]]))\n",
    "score_b = np.concatenate((score[1], [score[1][0]]))\n",
    "angles = np.concatenate((angles, [angles[0]]))\n",
    "labels = np.concatenate((labels, [labels[0]]))\n",
    "fig = plt.figure(figsize=(10, 6), dpi=100)\n",
    "fig.suptitle(\"计算机专业大一（上）\")\n",
    "ax1 = plt.subplot(121, polar=True)\n",
    "ax2 = plt.subplot(122, polar=True)\n",
    "ax, data, name = [ax1, ax2], [score_a, score_b], [\"弓长张\", \"口天吴\"]\n",
    "for i in range(2):\n",
    "    for j in np.arange(0, 100+20, 20):\n",
    "        ax[i].plot(angles, 6*[j], '-.', lw=0.5, color='black')\n",
    "    for j in range(5):\n",
    "        ax[i].plot([angles[j], angles[j]], [0, 100], '-.', lw=0.5, color='black')\n",
    "    ax[i].plot(angles, data[i], color='b')\n",
    "    # 隐藏最外圈的圆\n",
    "    ax[i].spines['polar'].set_visible(False)\n",
    "    # 隐藏圆形网格线\n",
    "    ax[i].grid(False)\n",
    "    for a, b in zip(angles, data[i]):\n",
    "        ax[i].text(a, b+5, '%.00f' % b, ha='center', va='center', fontsize=12, color='b')\n",
    "    ax[i].set_thetagrids(angles*180/np.pi, labels)\n",
    "    ax[i].set_theta_zero_location('N')\n",
    "    ax[i].set_rlim(0, 100)\n",
    "    ax[i].set_rlabel_position(0)\n",
    "    ax[i].set_title(name[i])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
